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How can I use CNN for algae cell counting?

HI! I'm planning to use image processing through CNN to count the cells of algae, the cells are a straight line, it looks like a hair strand, can you guys help how can I use CNN to count cells that look like hair strand? TIA!!! (attached is the actual image of cells seen from the microscope) image description